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I am a senior research scientist at RISE Research institutes of Sweden heading The Deep Learning Research Group. I have a PhD from Chalmers University of Technology, and I am the organizer of RISE Learning Machines Seminars.

I work on problems within applied AI where privacy, fairness, and efficiency is central. This includes work on federated learning, privacy-preserving representation learning, and generative adversarial networks. I work with many data modalities, including natural language, vision, and speech.

Some of our ongoing projects include The Federated Learning Testbed, The Swedish Medical Language Data Lab, AI Driven Financial Risk Assessment of Circular Business Models, and Smart Fire Detection.

Read more about me, or about my research group.

Selected publications

EFFGAN: Ensembles of fine-tuned federated GANs

2022 IEEE International Conference on Big Data

Few-shot bioacoustic event detection using a prototypical network ensemble with adaptive embedding functions

DCASE 2022

Financing Solutions for Circular Business Models: Exploring the Role of Business Ecosystems and Artificial Intelligence

Business Strategy and the Environment

A Novel Method for Smart Fire Detection Using Acoustic Measurements and Machine Learning: Proof of Concept

Fire Technol.

Decentralized adaptive clustering of deep nets is beneficial for client collaboration


Adversarial representation learning for synthetic replacement of private attributes

IEEE BigData 2021

Decentralized federated learning of deep neural networks on non-iid data

FL-ICML 2021

Adversarial representation learning for private speech generation


Blood glucose prediction with variance estimation using recurrent neural networks


Semantic segmentation of fashion images using feature pyramid networks


Character-based recurrent neural networks for morphological relational reasoning

JLM 2019

C-RNN-GAN: Continuous recurrent neural networks with adversarial training

CML 2016

List all publications.

Recent talks in selection

AI for environment at RISE


AI for chemistry and process industry


Learned representations and what they encode


Olof Mogren, PhD, RISE Research institutes of Sweden. Follow me on Mastodon.